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Foofah: Transforming Data By Example

Summary: Data wrangling is automated by example. Foofah synthesizes transformation programs from a small input-output example by efficiently searching the space of operations, outperforming Wrangler with about 60% less user effort. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hd996d48063b932bc
Venue
SIGMOD
Year
2017
Pagerank
0.00011958625
Overall Rank
1,115 | 92.51%
DOI
10.1145/3035918.3064034

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{jin_sigmod17,
        title = {{Foofah: Transforming Data By Example}},
        author = {Jin, Zhongjun and Anderson, Michael R. and Cafarella, Michael and Jagadish, H. V.},
        series = {{SIGMOD} '17},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3035918.3064034},
        url = {https://dl.acm.org/doi/10.1145/3035918.3064034},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

Showing 28 of 28 citing papers.

Rank Citing Paper Year Venue Pagerank
2,613 Auto-Join: Joining Tables by Leveraging Transformations 2017 VLDB 8.2229082e-05
2,642 Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks 2020 SIGMOD 8.1751637e-05
2,744 Transform-Data-by-Example (TDE): An Extensible Search Engine for Data Transformations 2018 VLDB 8.064168e-05
3,913 Navigating the Data Lake with DATAMARAN: Automatically Extracting Structure from Log Datasets 2018 SIGMOD 6.9274273e-05
4,235 Auto-Pipeline: Synthesizing Complex Data Pipelines By-Target Using Reinforcement Learning and Search 2021 VLDB 6.710043e-05
4,426 Auto-Transform: Learning-to-Transform by Patterns 2020 VLDB 6.601896e-05
5,033 Mining Precision Interfaces From Query Logs 2019 SIGMOD 6.3025938e-05
5,100 Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V 2023 VLDB 6.271266e-05
5,168 Auto-Tables: Synthesizing Multi-Step Transformations to Relationalize Tables without Using Examples 2023 VLDB 6.2432932e-05
5,686 DTT: An Example-Driven Tabular Transformer for Joinability by Leveraging Large Language Models 2024 SIGMOD 6.0347166e-05
7,150 Transform-Data-by-Example (TDE): Extensible Data Transformation in Excel 2018 SIGMOD 5.5963926e-05
7,531 Auto-Prep: Holistic Prediction of Data Preparation Steps for Self-Service Business Intelligence 2025 VLDB 5.4994676e-05
7,701 Trinity: An Extensible Synthesis Framework for Data Science 2019 VLDB 5.4730936e-05
7,819 Auto-Formula: Recommend Formulas in Spreadsheets using Contrastive Learning for Table Representations 2024 SIGMOD 5.4460313e-05
7,933 TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations 2025 VLDB 5.4228804e-05
8,030 Foofah: A Programming-By-Example System for Synthesizing Data Transformation Programs 2017 SIGMOD 5.4021584e-05
8,166 PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage 2020 VLDB 5.3846089e-05
8,387 Automated Migration of Hierarchical Data to Relational Tables using Programming-by-Example 2018 VLDB 5.3403083e-05
9,201 Data-Driven Insight Synthesis for Multi-Dimensional Data 2024 VLDB 5.2086045e-05
10,116 Data Augmentation for ML-driven Data Preparation and Integration 2021 VLDB 5.0765311e-05
10,241 Scalable and Usable Relational Learning With Automatic Language Bias 2021 SIGMOD 5.0524002e-05
10,430 BAT: Target-Instance-Free Data Preparation Synthesis via LLM-Driven Tree Search 2026 SIGMOD 4.9769913e-05
10,537 Guardrail: Automated Integrity Constraint Synthesis From Noisy Data 2026 SIGMOD 4.9769913e-05
10,878 DeepPrep: An LLM-Powered Agentic System for Autonomous Data Preparation 2026 VLDB 4.9769913e-05
11,278 Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation 2025 VLDB 4.9769913e-05
11,811 DataRinse: Semantic Transforms for Data preparation based on Code Mining 2023 VLDB 4.9769913e-05
11,856 SPINE: Scaling up Programming-by-Negative-Example for String Filtering and Transformation 2022 SIGMOD 4.9769913e-05
12,264 Constraint-based Explanation and Repair of Filter-based Transformations 2018 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
89 WebTables: Exploring the Power of Tables on the Web 2008 VLDB 0.00035115118
95 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00034367518
180 Constructing an Interactive Natural Language Interface for Relational Databases 2015 VLDB 0.00026541021
514 Data Curation at Scale: The Data Tamer System 2013 CIDR 0.00016999652
1,095 BlinkFill: Semi-supervised Programming By Example for Syntactic String Transformations 2016 VLDB 0.00012048043
2,246 Characterizing Schema Mappings via Data Examples 2010 PODS 8.7612699e-05
3,587 Learning Semantic String Transformations from Examples 2012 VLDB 7.1847226e-05
7,766 Senbazuru: A Prototype Spreadsheet Database Management System 2013 VLDB 5.4556091e-05
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# Overall Rank Paper Year Venue
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